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The personal protective equipment(PPE)based on individual combat:A systematic review and trend analysis 被引量:3
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作者 Qian-ran Hu Xing-yu Shen +2 位作者 Xin-ming Qian Guang-yan Huang Meng-qi Yuan 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2023年第10期195-221,共27页
With the development of ordnance technology,the survival and safety of individual combatants in hightech warfare are under serious threat,and the Personal Protective Equipment(PPE),as an important guarantee to reduce ... With the development of ordnance technology,the survival and safety of individual combatants in hightech warfare are under serious threat,and the Personal Protective Equipment(PPE),as an important guarantee to reduce casualties and maintain military combat effectiveness,is widely developed.This paper systematically reviewed various PPE based on individual combat through literature research and comprehensive discussion,and introduced in detail the latest application progress of PPE in terms of material and technology from three aspects:individual integrated protection system,traditional protection equipment,and intelligent protection equipment,respectively,and discussed in depth the functional improvement and optimization status brought by advanced technology for PPE,focusing on the achievements of individual equipment technology application.Finally,the problems and technical bottlenecks in the development of PPE were analyzed and summarized,and the development trend of PPE were pointed out.The results of the review will provide a forward-looking reference for the current development of individual PPE,and are important guidance for the design and technological innovation of advanced equipment based on the future technological battlefield. 展开更多
关键词 personal protective equipment(PPE) Individual combat Material and structure equipment application Intelligent devices Wearable technology
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Force application of laparoscopic surgeons under the impact of heavy personal protective equipment during COVID-19 pandemic
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作者 Yao Zhang Shuyi(Kiana)Wang Bin Zheng 《Laparoscopic, Endoscopic and Robotic Surgery》 2022年第3期106-110,共5页
Objective:Surgeons are required to wear heavy personal protective equipment while delivering care to patients during the COVID-19 pandemic.We examined the impact of wearing double gloves on surgeons’performance in la... Objective:Surgeons are required to wear heavy personal protective equipment while delivering care to patients during the COVID-19 pandemic.We examined the impact of wearing double gloves on surgeons’performance in laparoscopic surgery.Methods:Eleven surgeons-in-training at the Surgical Simulation Research Lab of the University of Alberta were recruited to perform laparoscopic cutting tasks in simulation while wearing none,one pair,and two pairs of surgical gloves.Forces applied to laparoscopic instruments were measured.Results:Wearing gloves prolonged task times(one pair of gloves:301.6±61.7 s;two pairs of gloves:295.8±65.3 s)compared with no gloves(241.7±46.9 s;p=0.043).Wearing double gloves increased cutting errors(20.4±5.1 mm^(2))compared with wearing one pair of gloves(16.9±5.5 mm^(2))and no gloves(14.4±4.6 mm^(2);p=0.030).Wearing gloves reduced the peak force(one pair of gloves:2.4±0.7 N;two pairs of gloves:2.7±0.6 N;no gloves:3.4±1.4 N;p=0.049),and the total force(one pair of gloves:10.1±2.8 N;two pairs of gloves:10.3±2.6 N;no glove:12.6±1.9 N;p=0.048)delivered onto lapa-roscopic scissors compared with wearing no glove.Conclusion:The combined effects of wearing heavy gloves and using tools reduced the touching sensation,which limited the surgeons’confidence in performing surgical tasks.Increasing practice in simulation is suggested to allow surgeons to overcome difficulties brought by personal protective equipment. 展开更多
关键词 personal protective equipment Surgical care Force application Errors Patient safety Simulation
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Unmasking the mask:the role of personal protective equipment for ophthalmologists caring for asymptomatic patients during the COVID-19 pandemic
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作者 Adrian T.Fung 《International Journal of Ophthalmology(English edition)》 SCIE CAS 2020年第12期1841-1843,共3页
The use of personal protective equipment(PPE)for ophthalmologists caring for asymptomatic patients remains controversial.This commentary reviews the latest emerging evidence.This is paramountly important in shaping he... The use of personal protective equipment(PPE)for ophthalmologists caring for asymptomatic patients remains controversial.This commentary reviews the latest emerging evidence.This is paramountly important in shaping health policies in countries which is not currently recommended. 展开更多
关键词 COVID-19 personal protective equipment MASK
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Skin damage due to personal protective equipment among nursing staff in a dedicated coronavirus disease-2019 hospital of tribal India
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作者 Avatarkishan JAISINGHANI Vikas GUPTA Amanjot Kaur CHAUHAN 《Journal of Integrative Nursing》 2022年第1期8-14,共7页
Background:Nursing staff are at much greater risk of infection(Ebola virus diseases and severe acute respiratory syndrome)due to their exposure to highly infectious bodily fluids and droplet nuclei and the need for pe... Background:Nursing staff are at much greater risk of infection(Ebola virus diseases and severe acute respiratory syndrome)due to their exposure to highly infectious bodily fluids and droplet nuclei and the need for personal protective equipment(PPE)to reduce the transmission risk.Aim:The present study was conducted to estimate the prevalence of skin injuries and their types due to PPE usage among nursing staff in tribal India.Materials and Methods:This descriptive cross-sectional study was conducted in the dedicated coronavirus disease-2019(COVID-19)hospital for a period of 4 months among 144 nursing staff wearing Grade 2 and 3 PPE kits.Study subjects were approached through social networking websites and survey questionnaires(Google forms)according to relevant guides,and research literature was used to collect the details regarding baseline,duty,and skin injury characterization.Chi-square test was used to find the association between skin injury and baseline or duty characteristics,and the association was significant at a P<0.05.Results:It was observed that 54.7%of nursing staff were working for 6 or more hours and 16.5%of subjects were wearing the PPE kit for 5 or more hours per day.Skin injury was reported by 86.3%of the subjects after using PPE.Skin injuries among nurses were statistically significant with their current place of stay and daily duty hours(P<0.05).Conclusion:In this study,it was found that 86.3%of subjects had suffered from skin injuries by using PPE while caring for COVID-19 patients during duty hours,so an effective preventive measure should be adopted. 展开更多
关键词 Coronavirus disease-2019 N-95 mask nursing staff personal protective equipment skin injury
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Practices and Barriers for Personal Protective Equipment among Health Care Workers during COVID-19 Pandemic Management at Tertiary Care Government Hospital of South Gujarat, India
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作者 Keshvi Chauhan Summaiya Mullan Yogita Mistry 《Advances in Microbiology》 2020年第11期575-582,共8页
<b>Introduction:</b> The recent COVID-19 pandemic has prompted concern about the compatibility of IPC guidelines with health care workers, their working practices and behaviours. These guidelines can be di... <b>Introduction:</b> The recent COVID-19 pandemic has prompted concern about the compatibility of IPC guidelines with health care workers, their working practices and behaviours. These guidelines can be difficult and time-consuming to adhere to in practice. By identifying barriers and facilitators to IPC guideline adherence, especially using personal protective equipment (PPE), we can identify focussed strategies that will support health care workers to undertake the IPC measures needed at such a critical time in health care internationally. <b>Material & Methods:</b> This was a cross-sectional study designed during the COVID-19 pandemic management in the South Gujarat region, to analyse the knowledge, attitude and practices of health care workers about their usage of personal protective equipment. A semi-structured questionnaire-based study was prepared, deriving pointers from our previous experience of seasonal flu outbreaks. 225 participants enrolled who were doctors, resident doctors, nurses, lab technicians, ward boys and food distributors. <b>Result:</b> Analysis of the barriers-related questions show good preparedness by the medical institution. Overall we found good knowledge, attitude and practice related to PPE during COVID-19 pandemic management. There are few gaps found in the knowledge of donning of PPE (p-0.0075), N-95 mask related knowledge (p-0.01) and the attitude that PPE use causes discomfort while nursing patients (0.0001). 展开更多
关键词 COVID-19 personal protective equipment Health Care Workers Barriers PRACTICES Flu Outbreak
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Self-Reported Use of Personal Protective Equipment during the SARS-CoV-2 Pandemic in Emergency Medical Service Employees in Germany—A Survey
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作者 Theresa Berthold Jan-Thorsten Gräsner +4 位作者 Janina Kosan Marcel Zill Leonie Hannappel Birgitt Alpers Jan Wnent 《Open Journal of Preventive Medicine》 2021年第11期391-409,共19页
<strong>Background:</strong> Multicentric prospective cohort investigation survey conducted between 1<sup>st</sup> of March and 1<sup>st</sup> of April 2021on SARS-CoV-2 occupationa... <strong>Background:</strong> Multicentric prospective cohort investigation survey conducted between 1<sup>st</sup> of March and 1<sup>st</sup> of April 2021on SARS-CoV-2 occupational risk for German Emergency Medical Services (EMS) personnel. <strong>Study Objectives: Primary:</strong> The objective is to take stock of the use and availability of Personal Protective Equipment (PPE) in German EMS, both at managerial and employee level, during the SARS-CoV-2 pandemic. <strong>Secondary:</strong> Generate additional data on individual perceptions of risk of infection and occurrence of infections at respective places of service. <strong>Methods:</strong> Multicentric prospective cohort investigation survey conducted online at two levels of German EMS personnel—EMS managers and EMS employees, both medical and paramedical—with questions adapted slightly to fit the respective study population. <strong>Results:</strong> A total of 34 responses were received in the managerial group;a total of 2389 responses were received in the group of employees. Self-reported PPE adherence of EMS employees for confirmed SARS-CoV-2 positive patients: use of gloves (99.8%), FFP2 or FFP3 masks (99.8%), gowns or coveralls (99.1%), goggles (89.7%), face shields (24.0%), surgical masks (0.0%). Self-reported PPE adherence of EMS employees for suspected SARS-CoV-2 positive patients: gloves (98.8%), FFP2 or FFP3 masks (total: 99.4%), gowns or coveralls (total: 95.9%), goggles (85.6%), face shields (19.2%), surgical masks (0.2%). <strong>Conclusions:</strong> Findings included an overall improved self-reported adherence to PPE compared to studies that were conducted before the pandemic. Self-reported general adherence to PPE recommendations when attending to confirmed SARS-CoV-2 positive patients was good, with the exception of goggles. Self-reported adherence to PPE recommendations dropped when attending to suspected SARS-CoV-2 positive patients. 展开更多
关键词 SARS-CoV-2 personal protective equipment Emergency Medical Services
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An Automated Detection Approach of Protective Equipment Donning for Medical Staff under COVID-19 Using Deep Learning
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作者 Qiang Zhang Ziyu Pei +4 位作者 Rong Guo Haojun Zhang Wanru Kong Jie Lu Xueyan Liu 《Computer Modeling in Engineering & Sciences》 SCIE EI 2022年第9期845-863,共19页
Personal protective equipment(PPE)donning detection for medical staff is a key link of medical operation safety guarantee and is of great significance to combat COVID-19.However,the lack of dedicated datasets makes th... Personal protective equipment(PPE)donning detection for medical staff is a key link of medical operation safety guarantee and is of great significance to combat COVID-19.However,the lack of dedicated datasets makes the scarce research on intelligence monitoring of workers’PPE use in the field of healthcare.In this paper,we construct a dress codes dataset for medical staff under the epidemic.And based on this,we propose a PPE donning automatic detection approach using deep learning.With the participation of health care personnel,we organize 6 volunteers dressed in different combinations of PPE to simulate more dress situations in the preset structured environment,and an effective and robust dataset is constructed with a total of 5233 preprocessed images.Starting from the task’s dual requirements for speed and accuracy,we use the YOLOv4 convolutional neural network as our learning model to judge whether the donning of different PPE classes corresponds to the body parts of the medical staff meets the dress codes to ensure their self-protection safety.Experimental results show that compared with three typical deeplearning-based detection models,our method achieves a relatively optimal balance while ensuring high detection accuracy(84.14%),with faster processing time(42.02 ms)after the average analysis of 17 classes of PPE donning situation.Overall,this research focuses on the automatic detection of worker safety protection for the first time in healthcare,which will help to improve its technical level of risk management and the ability to respond to potentially hazardous events. 展开更多
关键词 COVID-19 medical staff personal protective equipment donning detection deep learning intelligent monitoring
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Protective equipment for emergency rescue in alpine-cold region
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作者 Ma Tian Feng Xinxing +1 位作者 Wang Qizhi Hao Limin 《Engineering Sciences》 EI 2013年第2期93-96,共4页
Alpine-cold regions are characterized as hypoxia,strong wind,heavy rain,cold climate,huge temperature difference between day and night,and vertical climate. All these make it difficult for an emergency rescue when a n... Alpine-cold regions are characterized as hypoxia,strong wind,heavy rain,cold climate,huge temperature difference between day and night,and vertical climate. All these make it difficult for an emergency rescue when a natural disaster such as earthquake happens. Based on the characteristics of emergency rescue in alpinecold region,several multifunctional protective equipments have been developed by the Quartermaster Equipment Institute of General Logistics Departmen(tGLD)of the Chinese People's Liberation Army(CPLA). These equipments are lightweight,durable and environment adaptable. 展开更多
关键词 PLATEAU alpine-cold region emergency rescue protective equipment carbon fiber COMPOSITE
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Lot Sizing in Production Scheduling at a Personal Protection Equipment Company
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作者 José Roberto Dale Luche Rodolfo Egon Perhs 《American Journal of Operations Research》 2016年第5期378-386,共10页
This work presents an optimization model to support decisions during production planning and control in the personal protective equipment (PPE) industry (in particular, gloves). A case study was carried out at a Brazi... This work presents an optimization model to support decisions during production planning and control in the personal protective equipment (PPE) industry (in particular, gloves). A case study was carried out at a Brazilian company with the aim of increasing productivity and improving customer service with respect to meeting deadlines. In this case study, the mixed integer linear programming model of Luche (2009) was revisited. A new model for single-stage lot sizing was applied to the production scheduling of gloves. Optimizing this scheduling was not a simple task because of the scale of the equipment setup time, the diversity of the products and the deadlines for the orders. The model was implemented in GAMS IDE and solved by CPLEX 12. The model and the associated heuristic produce better solutions than those currently used by the company. 展开更多
关键词 Lot Sizing Production Planning personal protective equipment
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Adverse effects of personal protection equipment among health workers during COVID-19
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作者 Bibek Raj Parajuli Jyotishna Dev 《Life Research》 2022年第2期51-52,共2页
Personal Protective Equipment(PPE)has become a protective measure for healthcare workers during COVID times.Healthcare workers are front liners to fight against COVID pandemics.Healthcare workers developed many advers... Personal Protective Equipment(PPE)has become a protective measure for healthcare workers during COVID times.Healthcare workers are front liners to fight against COVID pandemics.Healthcare workers developed many adverse effects while working using PPE.Dermatological,ocular,psychological were some of the common adverse effects reported by the healthcare workers.Preventive measures help to reduce them to some extent.The use of PPE and related pros and cons are well-established,with the benefits outweighing minor adverse events also associated with it. 展开更多
关键词 protective equipment covid healthcare worker DOCTORS DEPRESSION
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Compensatory Damages in Personal Information Public Interest Litigation in China: Challenges and Prospects
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作者 Qi Haixia 《科技与法律(中英文)》 CSSCI 2024年第6期138-148,共11页
In contrast to private interest litigation,public interest litigation provides a more potent solution to personal information infringements marked by extensive scope,unspecified victims,and limited individual loss.How... In contrast to private interest litigation,public interest litigation provides a more potent solution to personal information infringements marked by extensive scope,unspecified victims,and limited individual loss.However,com⁃pensatory damages remain a contentious issue,both in theory and in practice,within the legal framework of personal in⁃formation public interest litigation.Through an empirical study conducted within China's judicial practice,this paper reveals that the pending issue concerning the nature and function of compensatory damages has caused highly contra⁃dictory verdicts regarding their calculation and allocation,as well as their relationship with other forms of pecuniary li⁃abilities.Only by acknowledging the role of compensatory damages imposed in personal information public interest liti⁃gation as"Skimming off Excess Profits",and affirming their function as deterrence rather than compensation can they truly achieve the broader objective of safeguarding personal information security and promoting public welfare,as well as avoid disrupting the harmony of the existing legal landscape. 展开更多
关键词 personal information protection compensatory damages public interest litigation skimming-off excess profits equal liability
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生成式人工智能应用场景下个人信息保护的法律风险及应对
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作者 张淇 《太原学院学报(社会科学版)》 2025年第1期58-70,共13页
数据已成为新的产权要素和产业基础,而具备了一定理性能力的生成式人工智能ChatGPT在大数据喂养、人为数据标识处理和信息再输出三个层次对个人信息权益构成了新的侵权范式。尽管《个人信息保护法》《网络安全法》等法律规范已确立起一... 数据已成为新的产权要素和产业基础,而具备了一定理性能力的生成式人工智能ChatGPT在大数据喂养、人为数据标识处理和信息再输出三个层次对个人信息权益构成了新的侵权范式。尽管《个人信息保护法》《网络安全法》等法律规范已确立起一系列个人信息保护手段,但在生成式人工智能服务与应用端仍面临着解释和适用上的难题。为此,我国需要在保障个人信息权益的前提下鼓励发展人工智能技术——在总体上要树立起基于风险的个人信息保护原则,并尝试以“风险预知—解构—化解”为基本路径,在微观上优化“知情-同意”规则,以“设计保护”原则强化企业内部自治,并灵活调整侵权责任追究机制。 展开更多
关键词 《个人信息保护法》 ChatGPT 生成式人工智能 风险控制
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面向极端雨季内涝的配电设施涉水抢修触电防护
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作者 张涛 刘兴华 +3 位作者 杜晨阳 郭赢 谭启德 司红霞 《山东理工大学学报(自然科学版)》 CAS 2025年第1期13-20,共8页
我国区域极端气候复杂,部分地区的电力设备在雨季内涝时会出现故障甚至漏电风险。为解决内涝条件下电力涉水抢修触电问题,首先,对人体安全电位进行理论分析,得出人体安全电位阈值,阐明人体触电机理;其次,采用有限元分析软件建立电力涉... 我国区域极端气候复杂,部分地区的电力设备在雨季内涝时会出现故障甚至漏电风险。为解决内涝条件下电力涉水抢修触电问题,首先,对人体安全电位进行理论分析,得出人体安全电位阈值,阐明人体触电机理;其次,采用有限元分析软件建立电力涉水抢修时的水体散流模型及人体触电模型,计算分析涉水深度对人体电位及心脏电位的影响规律,并对不同防护状态下的防护服内外部电位分布进行仿真计算;最后,通过模拟试验对不同防护状态下的人体电位分布进行验证。研究结果可为电力涉水抢修致人体触电问题的解决提供参考。 展开更多
关键词 触电机理 有限元计算 人身安全 防护
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Decentralized Mobile SNS Architecture and Its Personal Information Management Mechanism 被引量:2
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作者 LIU Zhihan YUAN Quan LIU Lu 《China Communications》 SCIE CSCD 2016年第2期189-199,共11页
Mobile SNS popular topics of mobile is one of the most Internet. In order to fulfill the user demand for self-maintained independent social network and ensure the privacy of their personal information and resources, t... Mobile SNS popular topics of mobile is one of the most Internet. In order to fulfill the user demand for self-maintained independent social network and ensure the privacy of their personal information and resources, the paper proposes system architecture of decentralized mobile SNS.In the temporary scenarios, the system makes use of the existent specification of FOAF (Friend- of-a-Friend) to describe users' personal information and act as a certificate to be identified by SNS sites. Ticket-based Access Authorization System (TAAS) is provided to grant permission to acquire resources on personal portal. Meanwhile, the mechanism and algorithm are devised for user profile complete deletion when users are going to quit the service for the temporary scenarios. 展开更多
关键词 mobile SNS DECENTRALIZED temporaryscenarios personal information management access authorization privacy protection
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Protection Performance Evaluationof the Respirators and PersonalExposure Measurement in aBelgian Viscose Rayon Factory
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作者 Tan Xiaodong Michel Vanhoorne Marleen VanRisseghem(Dept. of Public Health Hubei Medical University. Wuhan 430071, China)(Dept. of Public Health University of Gent. Bent. B-9000. Belgium) 《Wuhan University Journal of Natural Sciences》 CAS 1998年第4期491-494,共4页
This paper presents the evaluation results of protective performance of the respirators (full face supplied-fresh air respirators and half-mask active charcoal filter) and personal exposure measurement (Infacepiece sa... This paper presents the evaluation results of protective performance of the respirators (full face supplied-fresh air respirators and half-mask active charcoal filter) and personal exposure measurement (Infacepiece sampling) in a Belgian viscose rayon factory. With in-facepiece sampling technique and personal sampling method, we measured the CS2 concentrations inside and outside of the different respirators. We found two kinds of the respirators have significant effect on decreasing the CS2 exposure level for the subject, especially for the spinners. Full face supplied-fresh air respirator have good protective effect for the spinners and have limit protection for the high exposure job although the PF value is more than 10. It still need to improve more. In-facepiece sampling for all the subjects exposed to CS2 in the factory found most subjects have exposed to low CS2 concentration, most exposure levels were under the control range, but sulfuror are high exposure, the exposure level is higher than ACGIH TLV value. 展开更多
关键词 carbon disulfide personal exposure protection factor RESPIRATOR industrial hygiene
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Characterization of Personal Clothing Worn by Pesticide Sprayers in Foumbot Agricultural Area (Cameroon)
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作者 Sonchieu Jean Bitsoga Marie Gracile Ngassoum Martin Benoit 《Agricultural Sciences》 2019年第8期1056-1072,共17页
Personal protective equipment is intended to protect worker from risks that cannot be eliminated for more effective safety. This study was aimed at evaluating the type of cloth worn by pesticide users in Foumbot agric... Personal protective equipment is intended to protect worker from risks that cannot be eliminated for more effective safety. This study was aimed at evaluating the type of cloth worn by pesticide users in Foumbot agricultural area (West Region of Cameroon) and to identify signs and symptoms related to pesticides effects on human health. A survey was conducted on seventy (70) farmers randomly selected using a questionnaire made up of closed and opened questions. Specimens of cloth were collected, identified and analyzed for the water and vapor absorbency and permeability. The identification was done by burning and solubility tests. Results showed that no farmer used adequate protective clothing, they all presented many pesticide-related signs and symptoms such as dizziness, skin irritation, eye-watering and breathing difficulties;the permeation of clothes that they wear is high with high vapor and water absorbency capacity;they were made up with Cotton fiber, blended cotton fibre, wool, polyester and polyethylene;a local laminated fabric manufactured with Tri-acetate fiber was identified with great capacity of protection. This study raised inappropriate characteristics of protective materials used by farmers in Foumbot agricultural area. However, a local fabric was identified to have been adapted to pesticide applications and may be promoted after further study on the comfortability. 展开更多
关键词 PESTICIDES personal protective equipment Safety Health FARMERS
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The Mental Protection System for Protective Behaviors: The Social Brain and the Mental Immune System
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作者 Dingyu Chung 《Journal of Behavioral and Brain Science》 2018年第1期31-55,共25页
The physical protection system of the body consists of the protective organs for vulnerable body parts-functions and the protective countermeasures against invaders (pathogens), but to survive, the body also requires ... The physical protection system of the body consists of the protective organs for vulnerable body parts-functions and the protective countermeasures against invaders (pathogens), but to survive, the body also requires the protective social groups for vulnerable social members-functions and the protective instinctive mental countermeasures against adversities such as hardship, danger, and unfamiliarity-uncertainty. As a result, this paper proposes that the mental protection system of the body consists of the social brain to set up the protective social groups for vulnerable social members-functions and the mental immune system to produce the protective mental countermeasures against adversities. This paper proposes that from the social brain, the protective social groups include alliance group for vulnerable individuals, kinship-friendship group for vulnerable children, interdependent specialists group for vulnerable pregnant females, territorial group for social boundary, connective group for social connection, and competitive group for social competition. From the mental immune system, the mental protective countermeasures include comforter against hardship, hyperactivity against danger, phobia against unfamiliarity-uncertainty, and rationality against unfamiliarity-uncertainty. The overactive mental immune system causes mental allergies and auto immune diseases as personality-mental disorders against ubiquitous harmful and harmless perceived adversities, correlating to physical allergies and auto immune diseases against ubiquitous harmful and harmless detected invaders. The mental protection system also produces personality traits, social moralities, social organizations, social systems, religions, and cultures as described in this paper. The mental protective system is the source of protective behaviors. 展开更多
关键词 MENTAL Protection SYSTEM SOCIAL Brain MENTAL Immune SYSTEM Big Five personalITY TRAITS SOCIAL SYSTEM TRAITS personalITY Disorders Psychotherapy Religions Western Culture Eastern Culture protective BEHAVIORS
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FedNRM:A Federal Personalized News Recommendation Model Achieving User Privacy Protection
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作者 Shoujian Yu Zhenchi Jie +2 位作者 Guowen Wu Hong Zhang Shigen Shen 《Intelligent Automation & Soft Computing》 SCIE 2023年第8期1729-1751,共23页
In recent years,the type and quantity of news are growing rapidly,and it is not easy for users to find the news they are interested in the massive amount of news.A news recommendation system can score and predict the ... In recent years,the type and quantity of news are growing rapidly,and it is not easy for users to find the news they are interested in the massive amount of news.A news recommendation system can score and predict the candidate news,and finally recommend the news with high scores to users.However,existing user models usually only consider users’long-term interests and ignore users’recent interests,which affects users’usage experience.Therefore,this paper introduces gated recurrent unit(GRU)sequence network to capture users’short-term interests and combines users’short-term interests and long-terminterests to characterize users.While existing models often only use the user’s browsing history and ignore the variability of different users’interest in the same news,we introduce additional user’s ID information and apply the personalized attention mechanism for user representation.Thus,we achieve a more accurate user representation.We also consider the risk of compromising user privacy if the user model training is placed on the server side.To solve this problem,we design the training of the user model locally on the client side by introducing a federated learning framework to keep the user’s browsing history on the client side.We further employ secure multiparty computation to request news representations from the server side,which protects privacy to some extent.Extensive experiments on a real-world news dataset show that our proposed news recommendation model has a better improvement in several performance evaluation metrics.Compared with the current state-of-the-art federated news recommendation models,our model has increased by 0.54%in AUC,1.97%in MRR,2.59%in nDCG@5%,and 1.89%in nDCG@10.At the same time,because we use a federated learning framework,compared with other centralized news recommendation methods,we achieve privacy protection for users. 展开更多
关键词 News recommendation federal learning privacy protection personalized attention
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Developing a Comprehensive Regime for Personal Information Protection in Networked Chinese Public Sectors
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作者 Xiaomi An Shuyang Sun Wenlin Bai Bin Zhang Xiaoyu Huang Hepu Deng 《Management Studies》 2015年第1期13-20,共8页
With the increasing sharing and reuse of personal information resources for better public services, the effective protection and management of personal information as organizational and individual assets as well as so... With the increasing sharing and reuse of personal information resources for better public services, the effective protection and management of personal information as organizational and individual assets as well as social resources are becoming more and more important in networked Chinese public sectors. Existing studies of personal information protection in China is mainly conducted from the legal perspective with a focus on the development of appropriate legislation and policies at the national level. There is little research on how specific legislation and polices can actually be implemented in an effective manner and what impacts such legislation and policies have on individuals, organizations, and the society. To adequately address this issue, this study investigates the legal requirements for personal information protection based on the relevant laws, regulations, and standards in China. It proposes a comprehensive regime for personal information protection in the networked public sectors in China. Such a regime takes the advantages of existing discipline-based approaches, legal requirements, and control mechanisms for personal information protection. It can be used to facilitate the provision of public services in the networked Chinese public sectors through the adequate protection of personal information and the effective management of personal information. 展开更多
关键词 information resources management personal information personal information protection public sector networked environment China
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Research Reports on the 12^(th) Five-Year Plan for Electric Power Industry Equipment Manufacturing
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作者 China Electricity Council Li Yuan 《Electricity》 2011年第4期12-16,共5页
China Electricity Council organized competent authorities across the industry of electric power to work out the "Research Reports on the 12 th Five-Year Plan for Electric Power Industry" in nearly one year, ... China Electricity Council organized competent authorities across the industry of electric power to work out the "Research Reports on the 12 th Five-Year Plan for Electric Power Industry" in nearly one year, which provides a reference for governmental departments to formulate the 12 th Five-Year Plan on energy ad electric power industry. The magazine should publish the serial reports including power sources, power grids, equipment manufacture, energy and environment, and power economics. This paper presents the part of "equipment manufacturing," in which the strategies and targets of enhancing equipment manufacturing capability are put forward. 展开更多
关键词 equipment manufacturing power generation power grid environmental protection
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